Cover Image

A radiation-free classification pipeline for craniosynostosis using statistical shape modeling

Background: Craniosynostosis is a condition caused by the premature fusion of skull sutures, leading to irregular growth patterns of the head. Three-dimensional photogrammetry is a radiation-free alternative to the diagnosis using computed tomography. While statistical shape models have been propose...

Full description

Saved in:
Bibliographic Details
Main Authors: Schaufelberger, Matthias (Author) , Kühle, Reinald (Author) , Wachter, Andreas (Author) , Bouffleur, Frederic (Author) , Hagen, Niclas (Author) , Ringwald, Friedemann (Author) , Eisenmann, Urs (Author) , Hoffmann, Jürgen (Author) , Engel, Michael (Author) , Freudlsperger, Christian (Author) , Nahm, Werner (Author)
Format: Article (Journal)
Language:English
Published: 21 June 2022
In: Diagnostics
Year: 2022, Volume: 12, Issue: 7, Pages: 1-17
ISSN:2075-4418
DOI:10.3390/diagnostics12071516
Online Access:Verlag, lizenzpflichtig, Volltext: https://doi.org/10.3390/diagnostics12071516
Verlag, lizenzpflichtig, Volltext: https://www.mdpi.com/2075-4418/12/7/1516
Get full text
Author Notes:Matthias Schaufelberger, Reinald Kühle, Andreas Wachter, Frederic Weichel, Niclas Hagen, Friedemann Ringwald, Urs Eisenmann, Jürgen Hoffmann, Michael Engel, Christian Freudlsperger and Werner Nahm

MARC

LEADER 00000caa a2200000 c 4500
001 1814551972
003 DE-627
005 20230118153304.0
007 cr uuu---uuuuu
008 220817s2022 xx |||||o 00| ||eng c
024 7 |a 10.3390/diagnostics12071516  |2 doi 
035 |a (DE-627)1814551972 
035 |a (DE-599)KXP1814551972 
035 |a (OCoLC)1361713096 
040 |a DE-627  |b ger  |c DE-627  |e rda 
041 |a eng 
084 |a 33  |2 sdnb 
100 1 |a Schaufelberger, Matthias  |e VerfasserIn  |0 (DE-588)1265684383  |0 (DE-627)1814657258  |4 aut 
245 1 2 |a A radiation-free classification pipeline for craniosynostosis using statistical shape modeling  |c Matthias Schaufelberger, Reinald Kühle, Andreas Wachter, Frederic Weichel, Niclas Hagen, Friedemann Ringwald, Urs Eisenmann, Jürgen Hoffmann, Michael Engel, Christian Freudlsperger and Werner Nahm 
264 1 |c 21 June 2022 
300 |a 17 
336 |a Text  |b txt  |2 rdacontent 
337 |a Computermedien  |b c  |2 rdamedia 
338 |a Online-Ressource  |b cr  |2 rdacarrier 
500 |a Gesehen am 17.08.2022 
520 |a Background: Craniosynostosis is a condition caused by the premature fusion of skull sutures, leading to irregular growth patterns of the head. Three-dimensional photogrammetry is a radiation-free alternative to the diagnosis using computed tomography. While statistical shape models have been proposed to quantify head shape, no shape-model-based classification approach has been presented yet. Methods: We present a classification pipeline that enables an automated diagnosis of three types of craniosynostosis. The pipeline is based on a statistical shape model built from photogrammetric surface scans. We made the model and pathology-specific submodels publicly available, making it the first publicly available craniosynostosis-related head model, as well as the first focusing on infants younger than 1.5 years. To the best of our knowledge, we performed the largest classification study for craniosynostosis to date. Results: Our classification approach yields an accuracy of 97.8 %, comparable to other state-of-the-art methods using both computed tomography scans and stereophotogrammetry. Regarding the statistical shape model, we demonstrate that our model performs similar to other statistical shape models of the human head. Conclusion: We present a state-of-the-art shape-model-based classification approach for a radiation-free diagnosis of craniosynostosis. Our publicly available shape model enables the assessment of craniosynostosis on realistic and synthetic data. 
650 4 |a classification 
650 4 |a craniosynostosis 
650 4 |a machine learning 
650 4 |a shape analysis 
650 4 |a statistical shape model 
650 4 |a stereophotogrammetry 
650 4 |a template morphing 
700 1 |a Kühle, Reinald  |d 1984-  |e VerfasserIn  |0 (DE-588)1106415639  |0 (DE-627)863142214  |0 (DE-576)474109267  |4 aut 
700 1 |a Wachter, Andreas  |e VerfasserIn  |0 (DE-588)1260074080  |0 (DE-627)1807210634  |4 aut 
700 1 |a Bouffleur, Frederic  |d 1993-  |e VerfasserIn  |0 (DE-588)1214267211  |0 (DE-627)172523324X  |4 aut 
700 1 |a Hagen, Niclas  |d 1991-  |e VerfasserIn  |0 (DE-588)1203093128  |0 (DE-627)1687876649  |4 aut 
700 1 |a Ringwald, Friedemann  |e VerfasserIn  |0 (DE-588)126568488X  |0 (DE-627)1814657622  |4 aut 
700 1 |a Eisenmann, Urs  |d 1972-  |e VerfasserIn  |0 (DE-588)1114693170  |0 (DE-627)868893714  |0 (DE-576)477452523  |4 aut 
700 1 |a Hoffmann, Jürgen  |d 1965-  |e VerfasserIn  |0 (DE-588)1032524456  |0 (DE-627)738520063  |0 (DE-576)380087189  |4 aut 
700 1 |a Engel, Michael  |d 1972-  |e VerfasserIn  |0 (DE-588)132967367  |0 (DE-627)52919421X  |0 (DE-576)264912454  |4 aut 
700 1 |a Freudlsperger, Christian  |d 1977-  |e VerfasserIn  |0 (DE-588)130275913  |0 (DE-627)589450751  |0 (DE-576)301504105  |4 aut 
700 1 |a Nahm, Werner  |d 1961-  |e VerfasserIn  |0 (DE-588)172281180  |0 (DE-627)704726637  |0 (DE-576)363237461  |4 aut 
773 0 8 |i Enthalten in  |t Diagnostics  |d Basel : MDPI, 2011  |g 12(2022), 7, Artikel-ID 1516, Seite 1-17  |h Online-Ressource  |w (DE-627)718627814  |w (DE-600)2662336-5  |w (DE-576)365413917  |x 2075-4418  |7 nnas  |a A radiation-free classification pipeline for craniosynostosis using statistical shape modeling 
773 1 8 |g volume:12  |g year:2022  |g number:7  |g elocationid:1516  |g pages:1-17  |g extent:17  |a A radiation-free classification pipeline for craniosynostosis using statistical shape modeling 
856 4 0 |u https://doi.org/10.3390/diagnostics12071516  |x Verlag  |x Resolving-System  |z lizenzpflichtig  |3 Volltext 
856 4 0 |u https://www.mdpi.com/2075-4418/12/7/1516  |x Verlag  |z lizenzpflichtig  |3 Volltext 
951 |a AR 
992 |a 20220817 
993 |a Article 
994 |a 2022 
998 |g 130275913  |a Freudlsperger, Christian  |m 130275913:Freudlsperger, Christian  |d 910000  |d 910800  |d 50000  |e 910000PF130275913  |e 910800PF130275913  |e 50000PF130275913  |k 0/910000/  |k 1/910000/910800/  |k 0/50000/  |p 10 
998 |g 132967367  |a Engel, Michael  |m 132967367:Engel, Michael  |d 910000  |d 910800  |d 50000  |e 910000PE132967367  |e 910800PE132967367  |e 50000PE132967367  |k 0/910000/  |k 1/910000/910800/  |k 0/50000/  |p 9 
998 |g 1032524456  |a Hoffmann, Jürgen  |m 1032524456:Hoffmann, Jürgen  |d 910000  |d 910800  |e 910000PH1032524456  |e 910800PH1032524456  |k 0/910000/  |k 1/910000/910800/  |p 8 
998 |g 1114693170  |a Eisenmann, Urs  |m 1114693170:Eisenmann, Urs  |d 910000  |d 911810  |e 910000PE1114693170  |e 911810PE1114693170  |k 0/910000/  |k 1/910000/911810/  |p 7 
998 |g 126568488X  |a Ringwald, Friedemann  |m 126568488X:Ringwald, Friedemann  |d 910000  |d 911810  |e 910000PR126568488X  |e 911810PR126568488X  |k 0/910000/  |k 1/910000/911810/  |p 6 
998 |g 1203093128  |a Hagen, Niclas  |m 1203093128:Hagen, Niclas  |d 910000  |d 911810  |e 910000PH1203093128  |e 911810PH1203093128  |k 0/910000/  |k 1/910000/911810/  |p 5 
998 |g 1214267211  |a Bouffleur, Frederic  |m 1214267211:Bouffleur, Frederic  |d 910000  |d 910800  |e 910000PB1214267211  |e 910800PB1214267211  |k 0/910000/  |k 1/910000/910800/  |p 4 
998 |g 1106415639  |a Kühle, Reinald  |m 1106415639:Kühle, Reinald  |d 910000  |d 910800  |e 910000PK1106415639  |e 910800PK1106415639  |k 0/910000/  |k 1/910000/910800/  |p 2 
999 |a KXP-PPN1814551972  |e 4180039451 
BIB |a Y 
SER |a journal 
JSO |a {"relHost":[{"disp":"A radiation-free classification pipeline for craniosynostosis using statistical shape modelingDiagnostics","type":{"media":"Online-Ressource","bibl":"periodical"},"pubHistory":["1.2011 -"],"note":["Gesehen am 28.05.2020"],"part":{"text":"12(2022), 7, Artikel-ID 1516, Seite 1-17","issue":"7","pages":"1-17","extent":"17","year":"2022","volume":"12"},"language":["eng"],"origin":[{"publisher":"MDPI","dateIssuedDisp":"2011-","dateIssuedKey":"2011","publisherPlace":"Basel"}],"id":{"issn":["2075-4418"],"eki":["718627814"],"zdb":["2662336-5"]},"physDesc":[{"extent":"Online-Ressource"}],"title":[{"title_sort":"Diagnostics","subtitle":"open access journal","title":"Diagnostics"}],"recId":"718627814"}],"origin":[{"dateIssuedDisp":"21 June 2022","dateIssuedKey":"2022"}],"title":[{"title":"A radiation-free classification pipeline for craniosynostosis using statistical shape modeling","title_sort":"radiation-free classification pipeline for craniosynostosis using statistical shape modeling"}],"type":{"media":"Online-Ressource","bibl":"article-journal"},"id":{"doi":["10.3390/diagnostics12071516"],"eki":["1814551972"]},"physDesc":[{"extent":"17 S."}],"person":[{"display":"Schaufelberger, Matthias","given":"Matthias","family":"Schaufelberger","role":"aut"},{"role":"aut","family":"Kühle","display":"Kühle, Reinald","given":"Reinald"},{"display":"Wachter, Andreas","given":"Andreas","family":"Wachter","role":"aut"},{"display":"Bouffleur, Frederic","given":"Frederic","family":"Bouffleur","role":"aut"},{"role":"aut","family":"Hagen","given":"Niclas","display":"Hagen, Niclas"},{"display":"Ringwald, Friedemann","given":"Friedemann","role":"aut","family":"Ringwald"},{"family":"Eisenmann","role":"aut","display":"Eisenmann, Urs","given":"Urs"},{"display":"Hoffmann, Jürgen","given":"Jürgen","role":"aut","family":"Hoffmann"},{"given":"Michael","display":"Engel, Michael","role":"aut","family":"Engel"},{"given":"Christian","display":"Freudlsperger, Christian","role":"aut","family":"Freudlsperger"},{"given":"Werner","display":"Nahm, Werner","role":"aut","family":"Nahm"}],"recId":"1814551972","note":["Gesehen am 17.08.2022"],"language":["eng"],"name":{"displayForm":["Matthias Schaufelberger, Reinald Kühle, Andreas Wachter, Frederic Weichel, Niclas Hagen, Friedemann Ringwald, Urs Eisenmann, Jürgen Hoffmann, Michael Engel, Christian Freudlsperger and Werner Nahm"]}} 
SRT |a SCHAUFELBERADIATIONF2120 

Similar Items